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Since the nonlinear model has far more variable parameters to be optimized in the fitting process than the linear model, an approach via fitting the linear model first is helpful.
In this paper, a semi-empirical dynamic voltage model of HT-PEMFC is developed for controller design purpose via fitting the experimental data and validated with experimental results.
The estimator is constructed via fitting a "stump" function to approximate p-values that test for deviation of the regression function from its baseline level.
By treating the digitized microstructure image as a set of training data, we generically learn the stochastic nature of the microstructure via fitting a supervised learning model to it (we focus on classification trees).
Figure 7 shows the Lorentz broadening which is calculated via fitting of the experimental spectra to the Voigt profile (( Delta lambda_{text{Lorentz}} = 0.246{text{nm}} )).
This was confirmed via simulation, where locus detection via fitting full models was often facilitated by the presence of epistasis.
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The crystalline and amorphous peaks were deconvoluted via peak fitting (Supplementary Fig. 6).
The kinetic parameters of the model were estimated via data fitting considering the effects of initial S2− concentration, S2−/NO3−-N ratio and Ac−-C/NO3−-N ratio.
Initially, specific rates of cell growth, glucose/amino acid consumptions and mAb/metabolite productions were calculated via curve fitting using logistic equations, with subsequent elemental balancing of the preprocessed data indicating the presence of experimental measurement errors.
Here, h' ≈ 1.40h via data fitting.
Based on the test data, the power law parameters (k and n) can be obtained via curve fitting.
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